{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Higher-Order Neural ODEs\n",
    "\n",
    "Following [Dissecting Neural ODEs](www.aaaa.com), In this tutorial we showcase how to handle **higher-order neural ODEs** in `torchdyn`\n",
    "\n",
    "A higher--order neural ODEs can be simply defined as the initial value problem \n",
    "\n",
    "$$\n",
    "    \\begin{aligned}\n",
    "        &\\frac{d^n \\mathbf{z}}{ds^n} = f_\\theta\\left(s, \\mathbf{x}, \\mathbf{z}, \\frac{d \\mathbf{z}}{ds}, \\frac{d^2 \\mathbf{z}}{ds^2}, \\dots, \\frac{d^{n-1} \\mathbf{z}}{ds^{n-1}}\\right)\\\\\n",
    "        &\\mathbf{z}(0), \\frac{d \\mathbf{z}}{ds}(0), \\frac{d^2 \\mathbf{z}}{ds^2}(0), \\dots, \\frac{d^{n-1} \\mathbf{z}}{ds^{n-1}}(0) = h_{\\mathbf{x}}(\\mathbf{x})\\\\\n",
    "        &{\\bf y} = h_{\\bf y}\\left(\\mathbf{z}(S), \\frac{d \\mathbf{z}}{ds}(S), \\frac{d^2 \\mathbf{z}}{ds^2}(S), \\dots, \\frac{d^{n-1} \\mathbf{z}}{ds^{n-1}}(S)\\right)\n",
    "    \\end{aligned}\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys ; sys.path.append('../')\n",
    "from torchdyn.models import *\n",
    "from torchdyn import *\n",
    "from torchdyn.datasets import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Data:** we use again the moons dataset (with some added noise) simply because all the models will be effective to solve the binary classification problem.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "d = ToyDataset()\n",
    "X, yn = d.generate(n_samples=2048, dataset_type='spirals', noise=.4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 216x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "colors = ['orange', 'blue'] \n",
    "fig = plt.figure(figsize=(3,3))\n",
    "ax = fig.add_subplot(111)\n",
    "for i in range(len(X)):\n",
    "    ax.scatter(X[i,0], X[i,1], color=colors[yn[i].int()])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import torch.utils.data as data\n",
    "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n",
    "\n",
    "X_train = torch.Tensor(X).to(device)\n",
    "y_train = torch.LongTensor(yn.long()).to(device)\n",
    "train = data.TensorDataset(X_train, y_train)\n",
    "trainloader = data.DataLoader(train, batch_size=len(X), shuffle=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Learner**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch.nn as nn\n",
    "import pytorch_lightning as pl\n",
    "\n",
    "class Learner(pl.LightningModule):\n",
    "    def __init__(self, model:nn.Module):\n",
    "        super().__init__()\n",
    "        self.model = model\n",
    "        self.c = 0\n",
    "    \n",
    "    def forward(self, x):\n",
    "        return self.model(x)\n",
    "    \n",
    "    def training_step(self, batch, batch_idx):\n",
    "        x, y = batch      \n",
    "        y_hat = self.model(x)  \n",
    "        loss = nn.CrossEntropyLoss()(y_hat, y)\n",
    "        logs = {'train_loss': loss}\n",
    "        return {'loss': loss, 'log': logs}   \n",
    "    \n",
    "    def configure_optimizers(self):\n",
    "        return torch.optim.Adam(self.model.parameters(), lr=0.01)\n",
    "\n",
    "    def train_dataloader(self):\n",
    "        return trainloader"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Train a simple Second-Order Model \n",
    "\n",
    "Second order models have also been considered by [CITE]\n",
    "\n",
    "We can train out of the box a 2nd order model for classification as follows"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# vector field parametrized by a NN\n",
    "f = nn.Sequential(\n",
    "        nn.Linear(4, 64),\n",
    "        nn.Tanh(), \n",
    "        nn.Linear(64, 2))\n",
    "\n",
    "# Neural ODE\n",
    "model = NeuralDE(f, \n",
    "                 order=2,\n",
    "                 solver='dopri5', \n",
    "                 sensitivity='adjoint').to(device)\n",
    "\n",
    "seq = nn.Sequential(Augmenter(1, 2, order='last'), model, nn.Linear(4, 2)).to(device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GPU available: True, used: False\n",
      "TPU available: False, using: 0 TPU cores\n",
      "\n",
      "  | Name  | Type       | Params\n",
      "-------------------------------------\n",
      "0 | model | Sequential | 460   \n",
      "/home/jyp/michael_dev/testenv/lib/python3.7/site-packages/pytorch_lightning/utilities/distributed.py:25: UserWarning: The dataloader, train dataloader, does not have many workers which may be a bottleneck. Consider increasing the value of the `num_workers` argument` (try 20 which is the number of cpus on this machine) in the `DataLoader` init to improve performance.\n",
      "  warnings.warn(*args, **kwargs)\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b0f89df0709e4c51bd7ace5e488086f6",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(FloatProgress(value=1.0, bar_style='info', description='Training', layout=Layout(flex='2'), max…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# train the neural ODE\n",
    "learn = Learner(seq)\n",
    "trainer = pl.Trainer(min_epochs=600, max_epochs=1200)\n",
    "trainer.fit(learn)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Evaluate the data trajectories\n",
    "s_span = torch.linspace(0,1,100)\n",
    "X_d = seq[0](X_train[::10,:])\n",
    "trajectory = model.trajectory(X_d, s_span).detach().cpu()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x144 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x144 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Trajectories in the depth domain\n",
    "plot_2D_depth_trajectory(s_span, trajectory[:,:,:2], yn[::10], len(X)//10)\n",
    "plot_2D_depth_trajectory(s_span, trajectory[:,:,2:4], yn[::10], len(X)//10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 216x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Trajectories in the state-space\n",
    "plot_2D_state_space(trajectory[:,:,-2:], yn[::10], len(X)//10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let us now train a higher--order model, e.g. 10th order, on the same task"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Showcase of Higher-Order Models (10th order Neural ODE)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here, we introduce an integral regularization term leveraing the [generalized adjoint](https://arxiv.org/abs/2003.08063) for Neural ODEs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "class IntegralWReg(nn.Module):\n",
    "    def __init__(self, f):\n",
    "        super().__init__()\n",
    "        self.f = f\n",
    "    def forward(self, s, x):\n",
    "        loss = 1e-6*torch.abs(self.f(x)).sum(1) \n",
    "        return loss"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "With `torchdyn`, going beyond orders 1 and 2 is easy. Simply use the `order` argument during `NeuralDE` instantiations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# vector field parametrized by a NN\n",
    "f = nn.Sequential(\n",
    "        nn.Linear(20, 128),\n",
    "        nn.Tanh(), \n",
    "        nn.Linear(128, 2))\n",
    "\n",
    "# Neural ODE\n",
    "model = NeuralDE(f, \n",
    "                 order=10,\n",
    "                 solver='dopri5', \n",
    "                 sensitivity='adjoint', \n",
    "                 intloss=IntegralWReg(f)).to(device)\n",
    "\n",
    "seq = nn.Sequential(Augmenter(1, 18, order='last'), model, nn.Linear(20,2)).to(device)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that the training will be slower than `order=1` Neural ODEs: higher order dynamics are often more challenging to integrate, and adaptive-step solvers will require higher NFEs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GPU available: True, used: False\n",
      "TPU available: False, using: 0 TPU cores\n",
      "\n",
      "  | Name  | Type       | Params\n",
      "-------------------------------------\n",
      "0 | model | Sequential | 2 K   \n",
      "/home/jyp/michael_dev/testenv/lib/python3.7/site-packages/pytorch_lightning/utilities/distributed.py:25: UserWarning: The dataloader, train dataloader, does not have many workers which may be a bottleneck. Consider increasing the value of the `num_workers` argument` (try 20 which is the number of cpus on this machine) in the `DataLoader` init to improve performance.\n",
      "  warnings.warn(*args, **kwargs)\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "e95d4c6b662043f687e7a23c360b65ac",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(FloatProgress(value=1.0, bar_style='info', description='Training', layout=Layout(flex='2'), max…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# train the neural ODE\n",
    "learn = Learner(seq)\n",
    "trainer = pl.Trainer(min_epochs=600, max_epochs=1200)\n",
    "trainer.fit(learn)\n",
    "# Don't be alarmed by oscillations of the \"terminal\" loss (printed at every iter)! Having also an \"integral\" loss term, it is the sum of the two that really matters."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Plots**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Evaluate the data trajectories\n",
    "s_span = torch.linspace(0,1,100)\n",
    "X_d = seq[0](X_train[::10,:])\n",
    "trajectory = model.trajectory(X_d, s_span).detach().cpu()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x144 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x144 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x144 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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ik0pPSlDMoa2ASlBjw8g81wwfYGX+YR54ZIRDszexcbPP619XI5czoxkN45JZOAj7/ifUD2dBwoq3gG6DymdBgleBuImuHuXUySa7Do6wa1+R05MpYyehE3msv8rjlS+tsnpFDrj4VgUTKBjGFe7Tn4YvfhEmToxTkUNUclPsHbuaI6dHiGNFKWgwUKxTLgv5Qp4En8HSIletnGbz8B561V6+/8jVnG5tZst1DteuO8mR/TlW3ZSiTJujYTz3Fg7Cnr+C+iHofRmsehsQgQogGMnuCBnV0bVjnBpr8fC+bpBwCkZPCXHksnatzY/cPMFV7t3kw83A9RedHRMoGMYVqtPJVlz85tcj5sZP0+8dxncW2Xniek5OD5ImKeWgzkClQbks+MU8iMPygXk2rTrFtYPb0O1J7jp4E21rPS97acpQcIz7tg2Sun28oqPImWEKhvHcmtkF+98DjWPQ+3JY/TYgBqsAwcqsJSFcQNdPcPJExI6DI+zcXWRiQnN8zCJJPdauiXnVi46yvPNNvva1gHr7GLf+vAkUDOMFpVqF970P7vl2i8bcGH3+cUSHPHzsBibnelHEFIMmfeUWpTI4+SK2pVk9PM2mkeNc3fcw01MpO0/eit8zyG0vqtFpLXDPjuU0on7WbixjWZf6WxrGC8zk/XDwfdCa6HY3vBUkAacM+ZXZmITWFEntJKPHNQ/vH2HX3oCxsZSx0y5abDaua/KjWx6hp/4Ad25dwfGp5Wy4ObekbJlAwTCuMCdOwF//NWx/sEFSP06fN06z6bDn5LXU2nkcq0O50GSgN6RYEMSrkMt1WL98ihtX7mHQ3c2+oyMcm9/E8OoiN141xeiYcGR8DXi9rFznseEqB2VuCmUYzw2tYfSrcOwjEC7A0G2w/PXZiotODxRWg+VDc4y4dprDxxy27xth16MeY+OaiUkXsYTNa2e5deO96KmjfHnnVUzX+rn2qhovvXlpA5NNTWAYV5C7785WXNy3a4ZcMkqfP83EYj9HTq2g2fHw7JC+UpPenohc4KC8HH3lBlevGOXaZduxk0nu37+Fhqxh85aU4coY2/f2MLUwQKGvwrq1wtXXOIysdrFUipkYZRjPsiiEo5+A0X8EFKz4Sei/FURnd4HMrwAN1A4TLs6y90iJbbuH2HvA5fgozM/bOE7CTetP8KIV32XmZMwDe28gIuClNy3wpttm6R9auaQsmkDBMK4AYQif+AR86Y6Q0ydmKDBKTi2y5+Q6JmsDJBEUvBZ9lQaVksbO5/BcxcqhGa5b+Shry3s5NZPj8MwryVf6eNk189SqIffuGKElvaxYnWfDVcK6DT52rkg9CtCAWZvRMJ5FjWnY/16YuQesMqx8G1SuBktBblm24mJUh8Yoi7M1dh0aYtuuXg4dtjl6Qmg2oZSv85J121nf+yj7D/aw79R68jnFa26e4TU/2mT5igC3Z2nzI02gYBiXuWPH4P3vh633VmnOT1F2xmmGDvunrqfaDpA0oRw06e9pEhQdXNelHHS4amSULcPbcZhix5F1VOPVrFmnGCqPceBIhanFEfKlMtdutLj6Gpv+oYBIStRaNnnB3OvBMJ4tWsP0Q3Dw/VA7AsEaWPlTEAxmCyjlV2RdDq3TpI1TnDoFOw6sZtuuAkePCifHhLgTs6w8yS3r7yen5nhw3yomFleyfLjFba+Y5ZW3tOmrgJJ5aJ6G4oqLzq4JFAzjMqV1tj7CP3wy4vC+OexogryzyOj0ABOLy4gjC8+O6O1pUC4n5PIevm+xvG+Ga1fsYWVhP9PzJU5VbyHoKXPdSI16K+GBPauIrB5WrPHZtAlWrsnh5MtUwxxKND2FBgOVGkotu9SnwDCefzotOPqp7L4NcRP6bsnuAunmsztABqtAp1A7QFid48DRCtv2DrLzUZfjxzXTkxpHamwYOsh1I3tYrAbsnrqBRBW4YfMir3v1Atdd3SDn1KExAWgorl1Slk2gYBiXoUOHsqmP991dZWF6hsCaot2xOTaxgUZYgDShGDToLYX4BSHne5SLLTYN72PT8C7CdsKjYxtJrSFWrIkJ7GkOHO9nsT1A71DATdfAunUOxf4yrahA2FYUci0Gi9P0FhewHRt0f3YDGsMwnhmze7JWhIWd4JSyroaem8ANsm4Grx/CKXTjFNNTMbsOrWDr9iL79ytOjqa0WiFlZ5otK/fQk6txaHwVs80hensSXn7jLLe9fJyV/dOoeAE6Cbjl7HO8wSVl29QChnEZaTazBZRu/3yL0cNzSDSPQ4vj00PU2n3EKTh2RE+lQSGvKRRscr5m1eAo1y3bQeAsMDo1SCsZotJrUyksMDlbYn9tA7liketeJGzY4NA/XCSiSD20CfyQvmCagfICnptkt7PFyu5GZxjG0rWrcOTjcOqfIKlBcSOM/ATkl2XBQW4EdAcW99NcrHJ4tIcHdvXx8E6Ho0cS5mY7KL3A6p5RVg+dohMX2De5CW15XL9pgVe/6CQv2XwM31qEDmAXsyBBp9CZz6ZbcsNFZ9/UBIZxGUjT7IZOn/pkyO7ti3QaNVS6wGKjxGJrhE5io0goBS2KuZggLxSKwkBlli3Ld9Kfm2C+0cdEvBk/79Pf26becnjk6FqcXMBV19psvMZj2YoCqSrQiF3yXouhwiRDlTlybgd0AlpALEBBGptgwTCWIo7g1DeyWQ2tE2BXYMVPQeUG8HshN5zd3Kk1RlyfYey0z8N7VvLAwx5796ZMTLSIwxa9+TlW9o7h5YWJhbW00wIrh+u85Oo93HbTPoYHqggC5MHJZf2WUTO7L0Tc3ZbA1AKGcYl973vw8f8Ts/PBeRbnmkhSo9rOU2+uoZ16QIpvh5SCNsVACHKagZ4Frlm2m778FPVOiRPhRjzfp1BMabWFg+PL8fyA9de4XLPZYWhFAewioXYJ7CbLggmGKvPkvfZZAcJZt6LVMWZqpGFcpDSFqfuyVoTq3iz47r0ZBl/dXYJ5MOsSiGZJq0eYnFI8cmCArdty7NyuODkW0mp1yLt1VvbMUi6EtHUvi7UiA5U6L79qN6++/gCb1pzCcmzQPng5QCDtQNKg0wxpt2JmFnwq1iK9qy/+65hAwTAukbvvhk9+vMO2rQsszLWJw5BW5FBvjRDhAikOHQr5kKCQUszFDJSrrBvcR48/Q5wUmK6vQnk5LA+ascvEZIVc3mfj1R7XXOfSN5QFCIllUXCr9BfHGCgukPMa2dxs7YCygDTbtAJiwLuEZ8YwrlBpAtP3w5G/h8W9QArBOlj2Wiiv7wYIAURV0oV9TE0Kjx7Ic++DeXbsgLGxDo0meG6LgUKdSqlNik8tzNNbaPLSdTt5+bWHefHGE7g5O5shYbkgHmk7JGyFLC50OD0bMFdbxmy9l7buYUtpOUuZIPm0AwURCYC21jpZwucaxgtSuw1f/Sp8/rMNHt1eZX4xImxp2qFNIxkiK5IpFhF5L6QQpJQKbQYLs6zqPUjBa4PkqHeGSe08qdh0mh6xLlCs+Nz4Yoe1GzwqQyXECrCdDpXcDP2lOfpKCzgqBFGAR6NZxc/5WCpPtmJCt0iL031s5kcaxlPSaWddDCc/D/UjWStdfiUM3ga912VTHZ08dKrEtQlOn4rY+YjDfQ/m2PGocOo0tNsKx4oJvCaVYgvXski0y2B5gS2rT3DL5kO8aOMYucAGt4hOXTqhZnG+zdRMh6m5gPlahWpUIUqLdNKAduiyUHfoW760r/ekgYKIKOAdwM8DLwFCwBORGeCrwN9qrQ8vLRuG8fx2/Hh2G+hvfHmGw0c61GspzRZEaUCMB2RX9UKbwE0oFiJKuSpDpWmWlU+Rd2O05dJICyRpQKQdiH2U4zM07LBxo8fw6jyFcgnXEfJelf7iBP2lWYq5GkqENBX+4Y67+fQXv81DOw/geS5h2KG/r8JPvPZWfvNXfoYNV12NdnqIpIyrzM0eDOOCFk/Aic/C1D3Qmcxi62Bt1sXQd0N2xa8sCBdpzhzn6MGYBx52ue+hPPsOV5ipenQiB0vFBF6bINchyEUU3A4rB6a5du1Rbr76BNdfPYXr+4RRhdNTwtSsx+y8zUw1z0KtSDstUGuXaYUBs7UcCzWXdsuhHdmkGvr6qvzEEr7mU2lR+C7wLeAPgUe11imAiPQCtwF/KSJf1Fp/agn5MIznnWoVvvEN+PIXFti5rcHklKJeV7TxAJfHi1+C0KbgRZRzLcqFefoKc/QH83huQio+c2GRGBeUh+PblMseK1c7rFmXo3+4SBBY5LwmlfwYA+VZenKLuE6HbJxBNjjxtp/5v3ntj9zMn//hO9myaT3KzoGdZ67a5lvf381/+tOP8YY3/jRvfeu/AWCZD2KWZjSMH9aYhYmvwvg3oXEEklYWEJRuyO7RUFwJyoGkQ2fmGJPjczz8YMQPdvSyff8KxqcrVJs5Uq2wrYTAa1L0WxRzTQZ7FtmwfIwbNpzk2rXTDPa0mGvk2b5nBbOLNhNzJeZrBRZbRRZqRWqdAvVWQDtyiWIhii0sFeM7MYV8k5XDdXpKHW68sWdJX/mpBAqv1VpH5+7UWs8BtwO3i4i5Ga1hAAsL2diDOz4/x64Hm5yesFiou0TkAYfsRxuyS48Ih4gg16bHr1Iu1Sjn5ym4LbTyqcYDxFEOy7LwcopS2WJwmc/a9R7DK3KUiopC0KLiH6evtEBvsIDvx9lwA3VWkdTZf771j/8fjpcHp0SicjTTEp20SOT73Pqal3Lra34NrSOCADzPBAmG8ZjqSTj9VZi6H+qHIK5nAxRzK6D3xdB7AygPOjXaE3s5feQ0Ox9V3LNjFY8c3sDY7ACLjYBO5GIpjWu3KXh1ektVBssLrBmYYPXQFCMDi/SUqrSaHvfsWMPUfJ6Zag+zi0XqcUCn49OJHeLEQmtQAsqJCZyIgXKT3kKHvt4WPYWIQllwnRTbFvoHljbm6EkDhScKEi7mGMN4vjp8GL58R8g9355mzx7NxJRLI8oBFbIr+rN/cWMgJrBaFPJNeoIGBb9Kzm2Tph6tuId2ugzHgSDQ9JRdli23WbXGY3i5TX9vRDFXp7c4Sk++SiW3gOen2awFZYG2skWSFNksBstF22UinaeTFKhTotPOkWgHRFAqCwpcF3wfLMvE/IZBcwEmvwOzD8DiHmifgiTMAnCnDwZfDLkN4CiS+jRzO+/i4OGY+3et5qEDGzg0cROn5/tphQEJCkHjWW0KXo1KoUZvYZHB8ix9pSp5L6STKvaPDfHA/o0stop0IodO7NBJXEBjKY1taSwVk/db9BXaVCod+istBkoh5d6UYqAJ8iFeDnwb8nlBOR6eD4OrgyWdjqc8mFFE7gF+UmtdFZF/C/jAB7XWnSXlwDCuMAcPwte/0uLe706yZ3fKidM5GlEe6OGJpxRqIMSXNsVcg8Br4zshtp2iLZt20kOSCLmcphIo+gYVI8M2q9bAqpGQclCnnB+nr7hIKVejmGtg2d0uBcsCnGzks5UjFY9YKkQUiHSBKCoQRTlQLojCsuBtb/9Rbr/9nxgYKPGRj3yIdrvNb/3Wb2EpJ1s7IY2zwVhO4Tk8q4ZxiUQdmN0Fcw/D4qPQOAzhZBYY6BTwwClDfg1a+bQadSYfOcyOgw0ePrCGnSeu5+jEambq/bSjPO3YRjQIKa4d4VotCn4D323huQmuHdFs+RxsrkKfFnTqoFPJZiirFMeKcS1Nzg8ZyC9QLrboCUIG+toM9ET09SWUg4hyJSTvp/i+YNuKVNuk+IgFaaoQsbGsGGXbOF66pFP0dGY9lLtBwouBXwf+Cfg74JeWlAPDuIwdOgT3frfOfd+dZPeuhIPH8iy2AzQuMHSBdyZAh5yEuHaHvN/BtjsoW7DFxvIsPF9TLMNAb8LyZbBmdcTq5U16yy16ijUq+TlK+RaFXBvblmzxIysPdkBCjjjNE0uZWBWIKRLHBRLJg+WAclG24DhQcLIWA8cBS2kajQWGB10e3nYvf/fhD/HG1/04v/qLv8CH3vde4hjiWEi1MLgquOj+BxF5A/Besr6Wj2it/+Kc1z3gE8CLgVngZ7XWx7uv/SHwzu5J/A9a6288lTQN44LCFlT3wMIeqB6G5omspaAxDVEDdDtbIAnQWhFGFtPzRfZPDLN7dB27RgmQQZcAACAASURBVDezZ/wqTs2NsNjuIYx8EmwebzXsTjFG41sRtopxVILlQAePJHYI4wTHibAlxnciPKdFzq9T9tsUCy2K+TblYkIh0Pg5cOwELye4SpNi0Ul8Ts3ZHJ+ySbRDHFsksSZFQAvKSlEkWJZGWRpJYkgjXvKKBW5bf/Gn7ukECpGI2MAvAn+ptf6ciGy7+I/+l0zlYlwKzSY8sjNl571jbN26yK6dFqOnCsyFBXhsRsKTzS9KgAiLrHJwnQTXivH9M3+hWND097YZ6otYORyyZmWVlcua9JfqlPI1ikFI3o/J5VIS7ZOoIomUaOnlJDp7nFAkjgOwA7B9sBzEcnBchWdpbCvBsVMs1UZISNOUJE5IGglRkpDEKaKFU8dm+N//++P8+i//Fm/+yZ/mjW95DdVGDqUE2xEcS9Ddtd6eLhGxgA8APw6MAQ+JyJ1a671nHfZOYF5rvUFE3gH8JfCzIrKZbJbVtd2T/i0R2dh9z5OlabwQaQ2NheyHv34CWmPQHIf6KLSms8edOaABNNE6Juwoxib7ODixmt1jN7B3bBOHJjcwVR1httlPsx3Q+Rfjis4nAWJsUiyJcJ0IV8U4doxrh3hOhGNl+3NuguPEuA74btZLaNmCZeXo6DyzLZhrQaoBFEKKqCxeFzSWSrGsFNeKcawOth3h2hGODZaVZEGCStGSYFkRCo2tIqzO0kYHPJ1A4W+AXWRdDn/Q3feMtU2aysV4piUJTE3B7vun2LNjku3bWuw57HByLGC+XSAhRzb74Ex3wUB3ezKaM1cPFjE5J8K1QnJ+hOcmlII2vaUmQ30NlvfXWT5YZ/2qeQb7QyqFCN+LyeXAdWwszyOVgMQaJrUKLErAghTALoCTQ4uHVlmNYlkKUWBJiqVSlHQQQkRS0jAhTqCTaFKtSVOd5VNrsiommx4pIvzyL7yT2974GsJOyLv/4I+wrIhms45rtUhTIW5DpEEGC3BRoQK3AIe11kcBROSzwFuAs8vdW4A/6T7+AvB+EZHu/s9qrUPgmIgc7qbHU0jTuFzNzUGnk/1wt+egeZpOdZp4dow0nKE+0yAOW1TbTZqdkIV6xEzdZaFhs9D0mKwuY6FRZKExwHyrzFyjTKtToNHuodXO0cEjxCNhC3AT2Q/8mSD/zBX/2dvF0Gf9TcnGG+nHthjQ2iLtaDpYKDyEPMrW2Q+9Akv0Yz/4ohIEjVIaZSXYlkZJilIploqxJcW2YlwrxXUjHBWjHMG1NUrZOEphqxjbtnHsGEdZuE4H31W4viLvW/iugKfAf5ZnPYiI6Mzfi8jtQKK1bonIBuD+s49ZUk5M5fKC1W5DfbLB3HiL0UPTHDjYYGxsntHRmOkZxdSsz0LNodb0aKQ5wh+aXuh0Nzh/hVDsbhcjaylwifDdDnmvSSloU/Ca9PS06CvWWdbbYKi3xchwg+H+NsUA3Jzguha2Y2O7PuJW0KpAqgJCy6eFh1Y5dGIjlg2JQrRCp9nP+plZEUiEpTQajU41OgWtu39RaC2IaLJO0e531t1aSanuOUkRAaU0aOHHX/02XnHL61FiUV902bvnGFs238zUjA0CSllYlixl2sMIcPKs52PAS893jNY6FpFFoK+7f+s57x3pPn6yNJ82kUmeweudF7An+3/FB3JA+TnIy7NFzvqr+OGfz2wMQAIk3fIr3cBC4jOhOohoLEX2+mPJ6azlQDSiNEokK6+SjXNQknUlWFaKoHGsFMtOsJXGURrlJrgqO8axddbzKFnQYUmMbSXYxSY/uoRv/pTWUegGCF/WWo+etX8U+JSI/D3ZWgsfX0I+4IqqXGpcfFT6fPRUzsUTHXP2PgUE3e25kDUXQowiIa8a5P0Q3w8peSH5XJtSrkml0KZc7FAptugpJfi+xnETXEdhO4JtWyixEc/DUgEzocVsbKNqDqIEZVndCgKUlV3RKyvEttpYdhWlNCJ2VmkoQURl1ZASUAoRC6VAlIVYglI2oiRLu7tlVytW9l7RiGUhKmuytJTOjrMUP/9r7+CNr3sTb3jt61i1cgSlwLI1AwPLiOK38d///Lf4kVe+kl94xzsQdeX+/y0ivwH8BsCqVaue5OiIx1akNLqe7N/+iV7XT/K6nHXM5fr/1tktBuc+PtOKcPbzBEXaXakkwbWylgKlNKjsB15ZKbZkrQa2yoIFRKNEZ117kgX8Z4L8OLUAQdDoVGUtgYBOFaI1GkUnttCxQnQ3+G9pbEm63Y4JlpXg2QmuE+M5MVYuAevZH8z4BuBXgc+IyFpggSw8tIBvAv9La71jSbm4DDy9ygWu3OVtn41C+mSVxNnHyJPsey6cnV9FSkwndbHjFDvWNCG7GhefSDrUY81sMyGoZv3/rq/xHZ0FDbZgexpHKVxP47iCZYNrpzg22HacTT90sorCcbKJCralUQpsG5SlsseOYCmwXI2twLYVlqVQFt0rCskGKaksDSXZeAIRyZ5bGqVUFmSQdVNkRTwLOu6+4y/42Ge+xu/+/m9wbPQUlXKJdhiSJCmv+7FX8Hv//ue46YZrQRa7/yYXGqx5QePAyrOer+jue6Jjxrpjn8pk444u9N4nSxMArfWHgQ8D3HzzzRcsqFqvuNDLxrOo08kWJVtchPFxmJiAmRk4eRImTyVMTScszMcsLnaoVxPqTU0UQruliLTKBvA91op47jTki/FE70/Pei0Ldqzspz3rsOw2vFki3ZuuKjSgxEKU4kxAoSVFp3E2kNHReFaE42ZjGTwnxvVCcm6MbYFWNkmSbZ1UobVNp+MQp4ootUhim0jbJLFNklpEqUWUekSxTadjkXRz91jtqoTeQ+0lnZmnso5CG/gg8MHuwkr9QEtrvbCkT/6XrqDK5WKbsY3z0VPTTJ+YY+bYCaYOHOLosTbjk20mF2wmFn0mmj0sNHPUmyXqzRLNpESIS4pP1hdp89T7I6V77JlBSjk6ZBXXwg9N9j0zijnGok3eDgncNkE+pJgPKeUj8kVNIafJ52MKAeTzGs8VPB8cz8H3LKzIwrZsLDtbVdH1LCzHwbYEiTSOC26379GxUtxuk6OkGpWkWVBhSTaoCY1lS7bQihJUJ2uizAKFbusCWT+nku6msisaS2l++ed+ll/9+Z8lTSPm5ucI8i49lUJWn4lAVOWx2u/iPQRc1b2wGCcbP/SvzznmTrIZU/cDbwe+o7XWInIn8A8i8h6y8UZXAQ92/9GeLE3jCuK60N+fbev/xYj8M+XTBfIXTEdrqNWyYOPo0ezv2BiMjmbbzEy2EFq9DmEIUZSSxiFJdyGyx8s5/HC9ocnqkzMtTtnzBAshJUFQGoQkW7pEJSilcVSCVuBIStptSbAshdYusXikiaaTgopBVJINfGxFeE5MzmtSyof0BA1KxSY9xSb9lTq+r7CURSx50tQlTHO0Oi6tyCMMXdodhzByaLYdmm2bdmwRth06HYt2LKxeFS/p3+pp3RSqu7DS6SV94vmZyuUFTAYHGBwcYPAlV7OZ1/HqZyLRRoNwch/Htm9n58PT7NidY994L8dPDTFVW8ZCq4+QHI8HGuc6c91gk+BTi6EWA83HAwibDnk3pOC1CHJtikFIpRBSKqYUixH5IKQSdOipZN0WiWuReBaea0HeQSkP3fGI3azAKzeHsjyUrbBswXEEG8FWgm+luE6KVikpKUgKKhuSkAA6zn7gRRSisysaUSob/5AqlG1lyy50BzqqiqaFJmylWYtFd0S1khRbaXIXedq73YK/DXyDrLb/mNZ6j4j8KbBNa30n8FHgk93xRHNkZZPucZ8jG0cUA+86cwO6J0rzIrNoPI+IQKmUbZs2PfExUQSTk7BvH+zfrzh0KMfJk48HEY1GNlbqzEg7W4VoYuIwohNms4XiREjTM3OBkuxOkUqjSCGx6SQWYtlEZOMDYjtrgUyIUWRjBxwnxVKCsgTXVSQ4kKYkqUUjhXoTphsamc7GLDh2B9eKKRfqDFTqDFQWGembY6hnkt7BEMcDy7KJEo9I+8SJRzv2aLY86m2fatOl1vB5ybUXW5q75/jpjkEUkX8NvDk7UwjwFa31Z5aUi8fTfhPwv3i8IvizsysXEfGBT5INa50D3nHWQMV3k3WRxMDvaK3/+XxpPlk+br75Zr1t2zM689O4nM2NsvDoV9h67xzf2+qx4/AajsytZmpuGdWoSBZIPNFCSmfLBh8qYlyJ8Zw25XyLYr5OIQgpF6AQpFRKimI5pVLp0NcTkXdjcp7G8cD3BMezsRwLy/bQdg6xA5Tto7w8KR5aOShb4To2rmfjuhrHyaZjWip5vCVBJ49Nj3wshzobYoVYKMtGWdkqjmI5KMvifX/zV7zrXb9PmmaV7/Dwhb+xiDystb55iWf/WWXKsnEhYZi1OuzaBdu3w4EDWRdIu50FF54HhcLjS5p3wjbz023qix1arZhOlKCSBCUxWBGOxNhWShzbRNojSW3QilSD7STYkmbl1Y3w7CQbfGhZSLfMK9tFrDMrrGo6iSKOVbZWQpKNkXCdBN+J6K/UGeyps3JoltXLF+kNQrxcgmuB5VhoZZOmiigS1ly7mnUve8UFz8WFyvPFBAp/q7X+zbOef0Br/a6nlchlzlQuBpBdZozfxa7v3sc3v5/je49cw75TG5mujlCP8ujHFluBHx7kdEaMEOOrkMBvU/QblHJNikGbUlETFBzKFZtCUejvSejpiSnkO3h+NqYh56XkA43d7VuwHA/L87FcH7GLdLRHnHokqYWyHGzHxvEc8oGQz2cLLGVTrhIsFWdNpDomjhLiTsyv/btfe3zIltbs3b+HB+/bjmXbWI5DseJdsAfCBArG843W2UzOHTvggQeyAGJ8PAsclIKBAdiwIdvabRg7mXLkYJ3T420a1ZC4E0HSwXObFNwqvttASUo76qEaFunEAVFid8c1aBwrwvdDfKeN66Z4jkYpC2U7iO2B8knEJtU2ynbodBRhJCSxIkoVSmd1hedGDPU1GBlusm7lIkOVDsVihGMrlOex7pphVm1Zc8HvfqHy/LS6Hro8EfkJstkEK+CiWygN4/IWBLDxrdyw8a3c8JvwnyELHk5+kV3fuZsvfXsldz96I/tOX8Nio492eqbl4UzAIGgcWqlFp1mg1uxh0grx7Ow+D5V8lZ6gTimIGC/YeLk8xd4ypZKwbCChvy/Ca2tyvsYSjetFuO0Ix6niulPkXQfbc1H5AMsJCNMcYcdmsWkzj4vl2Diui+fb5HI2npdVdq4H+SL0Lxvg7/72Q8SdmDiK+A+/8x8h6RC222iEUmWQy3eEumE880Sgrw9e+9psS5LsFvHf/z48+GB2X5f7788eL18OmzYpfuXXSwwNlajX4aGtEXt2LTB6zKe2UGKhmuCqFpX8DJuHjjNYWaARFZhrDjPXGKAalmjFPbRShdWJ8Z2QvFenLE0Cfw7bAcdRxGmeVDwixyVOfaLEBXFoRxbNtkWj5XHgeI5DJ4X7d8FgX4cVww2uWVtl9fI6Uby0wfcX06KQB36KLEgYA+7QWjeXlIvLjLkKMZ6yZhPGvsCB73yTT39jHXftfgWHT19NrV0iSt1sLAFZN4DNmeFQ2c2YLOmQ89sU/Bp9wTx9pUUCX5MLPNxcnnylQLms6O+Hob4OpUqC6wmWEhw7xXfjrElTUmzXIhfYBEUPx8+TqhzNtk+zLcSpQ6w9LNvByznZYk8unDp1nNWr1+B5WdNqozHHwEAv6JQ0jlGOe8GvbloUjBcSrbPWhbvvhnvvzZZ3bzYhl8taGG68Ea65BlasyLotDh1I2HrPNPsfqTI+FtFqgSKmNz/L2sFjrF92Csu3mWmsYGx+hOnaMmrtIu2ODRocO6ISNCkWaiwr1fD9FMtRWJZNqhSttkurk6MV5mjFPmHHptl2aIeKsGOBWPi+0NMDb3mzxb/77QvfQfIZ6XoQkR8Dfp5seuSjwCPAo91Fjp5XTOViXLSJnYS7/4Z/vFP44vdvY/uJm5iqDRAlWdBg0cGzEiDNFkWSbJaGIxE5t01PsEhfeYr+ygKlIMJ2ylhBCTfopVxWDA2kDA+GFAoxjmvj5Sx8F2w7IQ5jtE6wbIXjuZTKNqXeIm7OpVa3qTUsmi2L+7dt5evf/AKVnl42b76OLVuuZ9OmLXieh+Nkd5H0/azr4kJMoGC8UMUx7NkD3/gGPPQQTE9n+1euhOuvh82b4aqrsnLUbsPEyRY77z/J1vvmGTvhsNC0UUQMlmbZsvIwm1edxPJ9qtFyjs2uY2xumOnFIvWmB1pjE1EohPQWmgz01ukpafxcim9nFyKdxKbe9Fio56m28lQbeWpNRa3m0ukIr399xP98b/8Fv9MzFSgcB36HbBm867vbtVrrDU/x3F4xTOViPCMmdhHu/iu+cKfNp7/3k+w6cQNzjV6SxEIRY6s6OTcF0aTYxIkLKsWzIgq5Fn3BAsM94yyrzFMsakKWIbkB3KBI74DDyHCH/t6QIJctspTLORQL2epuURgShRGiBMv2qfS59AwUCEo+azffwv/z+39KrZ6y7+ABDh/Zx9Fj+/j+9w/jeTw2mHHZsgvPkjSBgmFksynuuitraThxIis/y5dnwcJ112WtDIUCtFrQbqUsjJ9m+/cOsnVrzLGxAo2Oj2uFrBs6yc3rD7N2VQ03CJhurmZ8cTWHxwaYmCmzWHfQaYrnhJTyTSrlmOFlCaWyje8m5N0mRb9Gu50SRg6n50vMzJWYWchz22tdfvt3L7w8/TMVKHxPa/2qp30Wr0CmcjGecYc+w/R9H+b9X3oZd25/Eydm1tAKc6BSXBrkvCaeDbFWxNonjhW2JHheRE++zlDPJOv7R+nrq4Nboa1HSLxlBOUCw0OwaqRFKWhjOxYoRVB0KJctkjghbLUIWzGI4Loev/aff5PvffPLuL5LsxExPw+LVYswzgZKBkWHUikbuGUCBcN4amo1+M534Otfz8Y1aA0jI7BlSxYsbNmSdVO0WtBqanRrjpmDD/K9u2Z4aPcA4zO9aIShyjzXrznKDRun6OuzsQqDnGqsYWyqj4OjvZyazNGoKxTZXWnLQUhPb8Ky4Rxe3qVc7JC3q5SDRSRtE7Y11754iM233njB/C8pUBCRTwDbgWFgUmv9nos7jVcOU7kYz5q5g/DIf+OOL0V89Dv/FztO3sBio4JojWPVKft1PK8NuDQ7eeLYRpTGtVJKQY2+4hzrh06yqn+cfNGnlq76/9u78+i47irB499b+6oqVUmlxbK1eJN3JzF2nD3Y2SBDgDAEaOhAAgwQhmYIMGHoHrbuM/RAc3rYGtIczgQ6hCQMDQHCyUZCcLCDHS+xY8ervMvapVpUVarlN3+88omStmQtlkq27+ecOqp69fTqVlm/51v3/RbStkZwR6itdzBnVpZYZBC3q0DROHB77FSEnXi9Dj75uXtZ2DKPUx1dRCqjfPzuD1NVX0m42g8YUvEMPT1CPOGiaPOwdIUXu2PkTEETBaX+o3jcqjA88YTVp8Fuh5YWWLAAliyxbiKnKwwG21AvQ8f/yPaNh3j2xVr2HW1iMOslFEiyvPkwyxd1UReDYDRKzlnPkc4KDh6t5eBRD119DnLpAm5HGq+7SDRSJFrnpTLqx2kvEgoOEvLFWbyiktZLR18Bd7KJwpuBFcNuEaxVJHcALxtjHp3AZzmj6clFTblED+z8Mi8+vYdv/e79bDpwOb2JMCAEnHECvjg+dwojTgYzAXIFDwUjuJxFAu5BqsPdzI0dZW7dcQJ+G2lpYKA4j6y9mmiNh+Y5eeqq03hcWcCOw2Fj576tHDpygN17d/PK7t309Q8wv2U+rfNbWfWmFXzo7g/gcNooDKXJZgr4IjWjlhQ0UVBqZF1d8Nhj1iWJvj6orLQ6Pba0wIoV1s902prLYShbxJFth/anObprD7/7UzPbD82nfzBEhS/FsrnHWTavi9o6B5G6WhzeAD2pIHsO1XHoqJv2U3arSpG3VrH1BezE6v1EqgP4PHnWXOFi9eWeUeM91/MoOIBFWEnDcmPM58d1gPOAnlzUtEnF4eUvsu257fzvX32IPx+4gv5kCLstj9+bIOSJU+FNUii4SAwFyeY8FLHjchbwe9LEgt3MrTvKgvpjBPx2Mo46enOtDJpawlUe5jYXmFWTxu3MYgw4HHYCITtev5diMc+e3bvY/vIr7Nqzl8987LNEaoLE5kRx+/1gG330tCYKSo3OGGsSp0cfhe3brW1z5kBTk5UorFljjcJOJKwp5Iv5PM7Ubmztj9N15CCP/XExm15dSt9gmMpAhuXzj7F0Xh9VdSEqa6vxeOzkHGF27Yuw96CXji4b6USeoVwWl72IL+CkMhbiLW8Lcd31ow91PqeJwsVATy5q2sXbYetn+dMznfzjbz7CjqMrSQ4GcNjThP1JQp5+gv4kQ0MeBjJhckU3GAcOT5GAM01t+BTzaw+zYHYHXr+Qtc+hOzOflKknXOVl7tw8s2oyuO1D5AtFXC4bFWEnDo/PWsEynyGVzBLvzyHiIBwL0rCwEbvTPmLImigoNTbptHU54vHHobPTWt+isdHq9LhihXU5IpOxpmnJ5UBycRxdz+IdeJqTh7r45cYr2LRnGYO5CqLhJJctOMy8piGiDfUEKwP4ggKeKvbs9bHrVSe9vU7SSWtOFJfTcONNLt59V+OoMWqiME56clFlc2ozbL2XB389i+889VHaulvIF20EHP0EA2mqfD0EfWl6UyES6UoK4gKx4bAbwv4Es6uOs7j+IPWxOB6fi4y9ic70IgalhqpqB/Na8jTUDVHMD1Eo5AkE7ATDDorit1awJEMiniWTLtK6Zok1newINFFQanwOHICHH7aqCx6PVVmoq4PmZrj8cqu60N9vJQuFfB578gCOU49Rkf0Le/b5ePiF69jR1kqh6GJ2TQ9vWnKChqYwweoq/L4iFVVhbA4fu1518ep+N729wlA2ww03e7n19tFXg9VEYZz05KLK7pXvkNj8Hb7yyJ38buutdCeqcDsGqfAnCboTVIW6cNgLdMerSWWDGJsLsbuw2wvEQt0sqD3IovojhEMFXD4/A7KQzvRc8vYItfUuFrSkiVXnSSczCFAZAW/AQ67gxW4v4vPZCNbUax8Fpc6xRAJ++1t48kmritDcDLGYVV1YtcpKHhIJq7pgDJDtRU4+STD9BxzpIzy/Yx7/vvF6DnbOxesaYlHjcZYvLVDdWIvPC76Al2BViKGcnb377Rxs83LFtV6uvLZi1Lg0URgnPbmoGSF+AjZ/khee6+PLv/wMu08uwxgbAUcvft8Q1RW9hP39DA756ElEyBkPiAcRO25Hhsbqoyydc5DG2l7cPhviqaE3v4ju7Byc/iAN9UUWLcjicRmS8QweT4FYtR3j8FMwHmKN1djsIy+GpYmCUhNTLFpTQT/yCLS3W/0WZs2CcNiasGnFCmtSp/5+axppm8liTr2Iu+93VJo99A4Iv9ywhqd3Xk0iVUFNtJNLF/Uze34Vkagblwv8ldUEgjYGEnbqm6PUzA6OGpMmCuOkJxc1o+z5Ppmt3+LLD32AX295B72ZKAF3L0FPmpA3SV24A4ctR0e8hmQmRNHmRZw2KNipruhi0eyDtNa3EQgWCVa4Scl8uobmkSrWEgi7mdc8xNzmPKlknlwmSyQi1M7y4I42lWaOPDNNFJSanAMH4MEHrVkeT1+CCASs0RGXX27NjtrXZ3V0FFOAgX3YTv6KiNmGPdfPziN1PPT8rew6Nh+3Pc3Cpk6WLq+gus6Dz5vH5Y/hD7toXFiLPzT6skyaKIyTnlzUjNP1Cmz+OI8/HeQfHruXI73zcDqyhL09eJx56iLdRAOd9MSr6UlFKBRdGLuXorjwODLMi7WxvHkvtdFBPF4bNl+M3vwC+nLNGGeAmlo7S1rTBINCX1cGp9tG66oWHE5NFJSaSp2d8LOfWQtNVVbCokXWWiwNDXDVVRAMwsCAta6ETQwMnsAc/Q2VuY14pJuBhJPfbrmax7ddy0DcTmOsm+UrXdTPCRIJDWL3RWhe0kDN7NCocYzWnkc+CyilZo7qJbDuSd7yjnp+/ul7WDvvecQIvYMx0nknJ3urOdXXQE2kh+aqI/g9AzglidOWIYebV0618qc9q9h/spbBFOST7dR7/sIs/8tUOE7R2ZHlxS1+jhyxU1PvIRz14pjI2rJKqXGJxeDuu2HdOkgmrepCPg9Hj8Kzz1oVhXAYQiEoGkECDdiabqfXs46U1BMKG9577VPc+7aHaG0e4ERPNRv+bOPV3f0cPxUgm+hHhnonFaMmCkqdL9weuPpfmf3me/i3v/k77rj8IXyuFD2JOjJ5B92JAIdONeHxFpkbO0rY24NT4rgkjtuR52T/bP6891K2tbUwOGgn2Z8hbHZQ69xGlfMQhUyS3XudbHrJQ6HoxBhdYlqp6RAMwvveBzfdZA2l3LHDWhK+s9NKFrq6rBERkYjVvwFfDGfzbQx41hPPN2Bz+rh07h4+f/uPueHyw6TzQTa/5GXPrgFOdFSQzEcmFZ8mCkqdbxZ/Evc19/O/7n6Ue2/+Z6oDHfQk68kWfCTTLvafbCRHkObqE8QCHTgLKTySwOPJEB+Ksv3QMl54dRn9SReDiTy2TBv1nh2E7XvxSB+dXYY/b3QwNKSXJZWaLl4vvOtdcPPNVgfGLVusQUe9vfDHP8KpU9aQymjUGg1RdIVxNd1CMnADA/lZ4AoSC/Zz97qHueu2lwmG7Ozc42PbSwNkBlKTik0TBaXOR7NvgKse4cPv3MXX7/g7Zle20ZOMkSkGGMrZONReQ286RmN1Bw3Rk9hJ4qafgCNFXvzsObGQP+5YRVfcz1C2SGagmzr3NkLyKiF7O+HQ0FmXmVZKnVsuF7zznXDjjVblYPt2cDisPgobNlgVBpfrtWSh4AzhaXozqeA6+rN14PThsQ9yy7Lf8Kn3bKV5Tpq2NhdbNx6bVFyaKCh1vqpqhat/xY3rJqminAAAEb9JREFU8nz/zs8yv2YPPckIg7kQxSIc745yor+Bmqo+GqIncJgUDvpw21I4nTYO9zTyh52rOd5ZRS5nSA8kiNl24C8egMHD5PPlfoNKXXxcLnj722H9emuehW3brGpDIgHPPw89PdZoiKoqK1nI2UN4m65nMHAV/ZlacPqRQpYV9c/z6Q/sYs2qBC2LRl9i+mw0UVDqfFZRB1f/P1aureWHd32WxXU76UtVEh+qomCKtPeEOdLdSE1lgsZYOx57HJf04nGm8AaKnOxr5Nndl3K4M0bO2BhMZalyvEzMcwiHDJX73Sl1UXK54LbbrFEP8Ths3Wr1UUgm4U9/sioMDsdrlYUhWxhfy5sZ9K1hYCgGrgrID9Lg/jP/5d37WfOmyf1Xr4mCUuc7Xwiu/DlzL1nID+/+HMsattKfqiA1VI3NVqCzL8SBjhai4QyzYx24bAnsJo6LJEHvIN2JOp7bdRkHjtWTLzpIxsFbbANTLPc7U+qidbrPwtq10N1tXYYIh61JmDZssDo9Op1WslAswpA9irdlHSnXShLZMNgCkI9TkX8Je6FnUrFooqDUhcDjg7U/ZfbSpXzvrvtYVr+N3mQFfbkYdluezn4f+082EgnlaYq147X3Yi/247CnCPrSDKSr2bBnJbsPN1Awdnp7XRQLmigoVU6BgNVnYdkyOHnSGjoZDluXHzZssNaEcDqt0RCFAhRcMbzN60jYlzCYC4ItCNluGGyfVByaKCh1ofB4Ye0DNLS28t277mNJ3Q76+ytIZqK47Hm6+n3sP9FAqKJIQ6QLryOOkzheZ4KgL8VAppqN+5fzyqF6gkEb9lEWhFJKTY/qaquyMGcOHDpkza8QCkFHB2zebFUT3G4rgRjKCcbfgHvOm+kvziVTCIKjVF2YBE0UlLqQePyw9ic0zG/m23d+gfk1e+noi5LIRXHZh+joC3CgfTaRyiKzI114pB97IYHXkSToSxLPVLHxwHKe31pPLlco97tRSmEtSf3Od1oJwp49Vh8Frxfa2qwqA1iPKyogk7XhrJqHs+Fa+nIN5CUMvspJvb4mCkpdaHwhWPsATQtjfOO9f0tj9UFO9cXIFCtx2rKc6vNxsGM20UiGWZFunCaOoxC3koVgguRQlJ1Hl5AZcpX7nSilSlasgFtueW3YpM1mXXbYtQuOH7f2CQTA54PkoANfw3KkajU9g2GK2YFJvbYmCkpdiII1sPp+liyB//mOf6DGf5KjXfUYWxCXZGnv9HO4o5Ha6iy1kR7sEsdlkvglRdCTwl/pxePT04NSM4UIXHMNXHGFVVHYscOqIBgDL75oDZ8Eq+rgckE85aGiZQ3F8CUkC7Mn9dp6JlDqQhVZAJf8M9dc2s6nbvo/hDw9tHXNwebyI5LleHeIo90NzKpNUxXoAzOAxxHH50pBLkM2q1M4KzWTuN1w663Q2mpVEfbutdaKyGSsZasLBSuhqKy0fiaHQkRaryJYWz+p19VEQakL2ayroPU+/vO1W7jj8oewk+BwTxNOl4tCfogjp8J0DtTQVD9IxDdAMZMk4BxgTvQ4bke23NErpd4gGoW3vtVKBvbts0ZDVFZaQyh37LD2sdutbfmCMFiIIA73pF5TEwWlLnStfw3Nd/CZt/2cdYufI5vO0xGfjdcD2SE41B4lno3QPGuAgC9ONp0mm3eCjH/Ug4hEROQpEdlf+nnGXlQicmdpn/0icuew7ZeJyE4ROSAi3xYRKW3/hoi8KiIvi8i/i0h4wp+HUue51lZr5sZCwercKGL1Tdi7F9pLIyHdbmuxqXTaWqJ6MjRRUOpisOKrSOxKvnL711k6ayfdA176h2bh9WRJJWwcOFFF3uanqaYft30Akicx+QnNzHgf8IwxZj7wTOnx64hIBPgSsAZYDXxpWELxL8BHgPml282l7U8BS40xy4F9wBcmEpxSFwKbDa6+2urg2NVlJQvhsFVJ2LwZsqViYDBoJRCTXTJeEwWlLgZ2O6z6HsG6uXzl9q8zO3yYI6ci5CSKx52kN+7mwPF63F4HLTW9OG1JihMbHnkb8EDp/gPA28+wz03AU8aYXmNMH1YScLOI1AEVxphNxhgD/OT07xtjnjTGnF59YhPQMJHglLpQ+HzWSpN1da/NrxCNWp0aN29+bb9w2OrcOBkzIlHQcqVS0yAQheV/T+u8NB9f90NCnl4Ot9djc4Rx2VJ09Xo52lNLuMrO4oU5XH7PRF6lxhhzehq4U0DNGfaZBQxfzu54adus0v03bn+ju4DfTyQ4pS4kzc1w3XXWkMl9+6yZGsNhK2k4NrkFI19nRiQKaLlSqekx6xpo+RDvuGIjtyx/gnxuiBPxBhwuJ6aQ4cSpCjr7o7iCYcwIh1i/fj1Lly4FWCIiu4bdbhu+X6kqMNJhJkREvgjkgQdH2eejIrJFRLZ0dXWdy5dXasZZuxaWLrUuQezbZ11ucDqthaSy56g/8kxJFLRcqdR0WfxpqF7Lfbd9m8V1r9Dd5yRRqMHjLZLNQlt7mK5ep/U15Qyefvppdu3aBfCKMWbpsNuvgY5Sm6T0s/MMhzgBDB/Y3VDadoLXt9HT2ykd74PArcBfldr6GRlj7jfGrDLGrKquntzyukrNdD6f1bExErEuQZw8aU37nEpZEzOdCzMlUdBypVLTxW6Hld/EUzmb//H2b1IT6ODwiShFRxVuR4L+ASfHOiopmgmt9fAYcPqy4J3Ar8+wzxPAjSJSWaoK3gg8UToHxEXk8tLlw78+/fsicjPweeBtxphJ9uFW6sIyb55VWUinYf9+K8cPhazE4VwU1aYtURCRp99QptRypVLlEmqAhZ9h2bxu7lj9CC5J0dZZi7gqcNkH6evJUchPqDPj14EbRGQ/sL70GBFZJSI/AjDG9AJfAzaXbl8tbQP4BPAj4ABwkNeS++8CQeApEdkuIj+Y0PtW6gJks8FVV1l9Ftrb4fDh14+CKExy2ZZJDpoYO2PM+pGeE5EOEakzxrSfpVx53bDHDcBzjL1cue5s5UrgfoBVq1ad00RFqRlp7ruh8w989KZH2Nz2Jja1raYvVE/MfQC/cwBk/N8jjDE9wLozbN8CfHjY4x8DPx5hv6Vn2D5v3MEodRGJROD66+HBB+HgQaittWZtPHnS6ruwaNHEjz1TLj1ouVKp6SYCy7+GBBv5wtu/SV1FB8dOBsk7YkQqUthNptwRKqXGYeVKWLIEenrgyBGrU2N9vZVETMZMSRS0XKlUOQRiMP9vmNuQ4F2rf4HTpDjcUcOg/3ps3mC5o1NKjYPbbVUVKiqs/gkdHVZloeZMvf7GYdouPYxGy5VKldHcd0P77/nw+kfZeOAKthy5hK5eJ0N5Ow5daVqp88q8eXDJJfDcc1ZVobraShQqzzg70djMlIqCUqpcRGDZl7D7a/j0Td+hyt9L2/4kDvTSg1LnG5sNrrzS6p9w/Li1WNRkOzNqoqCUgnAzNH2AlfOOcsOyZ8jl8vQPTGh4pFKqzObMgdWrremcOzqsvgqTMSMuPSilZoDWe6D9CT61/vskg8eIRb8BTPIMo5Qqi1WrYNs2awRET481r8JEaUVBKWVxOKH1vxGMBqireHVCwyOVUjNDXZ1VVcjlXlt6eqL0TKCUek3DDVB1FZgspPvLHY1SahIuu8zq2DiZjoyglx6UUsOJwOIvQKoN/LFyR6OUmoTqaliz5gIZHqmUmkEqW6ybUuq819o6+WPopQellFJKjUgTBaWUUkqNSBMFpZRSSo1IRllQ8aIlIl3AkbPsVgV0T0M446Exnd1MiwfO35gajTHV0xHMRGlbPqc0prE5X2MasT1rojBBIrLFGLOq3HEMpzGd3UyLBzSmcpuJ71VjGhuNaWwmG5NeelBKKaXUiDRRUEoppdSINFGYuPvLHcAZaExnN9PiAY2p3Gbie9WYxkZjGptJxaR9FJRSSik1Iq0oKKWUUmpEmiichYjcLCJ7ReSAiNx3hufdIvJw6fkXRaSpzPF8RkR2i8jLIvKMiDROZTxjiWnYfreLiBGRKe8RPJaYROTdpc/qFRH5WbljEpE5IvKsiGwr/fu9ZYrj+bGIdIrIrhGeFxH5dinel0Xk0qmMZ6rNtLY8xpi0PY8xJm3PU9iejTF6G+EG2IGDQAvgAnYAi9+wzyeAH5Tuvwd4uMzxXA/4Svc/PpXxjDWm0n5B4HlgE7Cq3DEB84FtQGXpcWwGxHQ/8PHS/cXA4SmO6RrgUmDXCM+/Bfg9IMDlwItTGc8M+PynrS2PIyZtz9qexxrTlLVnrSiMbjVwwBhzyBgzBPwcuO0N+9wGPFC6/wtgnYhIueIxxjxrjBksPdwENExRLGOOqeRrwD8CmSmOZ6wxfQT4njGmD8AY0zkDYjJARel+CDg5lQEZY54HekfZ5TbgJ8ayCQiLSN1UxjSFZlpbHlNM2p7HHJO25ylsz5oojG4WcGzY4+OlbWfcxxiTBwaAaBnjGe5urAxyKp01plKJa7Yx5ndTHMuYYwIWAAtE5AUR2SQiN8+AmL4MvF9EjgOPA/91imM6m/H+vc1kM60tjzWm4bQ9jxAT2p7HYsLtWZeZvkCJyPuBVcC1ZY7DBnwL+GA54zgDB1a58jqsb2nPi8gyY0x/GWN6L/B/jTH/JCJrgZ+KyFJjTLGMMakZQNvzWWl7nkJaURjdCWD2sMcNpW1n3EdEHFglpp4yxoOIrAe+CLzNGJOdoljGGlMQWAo8JyKHsa6NPTbFHaDG8jkdBx4zxuSMMW3APqwTTTljuht4BMAYsxHwYM3RXi5j+ns7T8y0tjzWmLQ9a3s+Vybenqeyc8X5fsPKUg8BzbzWYWXJG/a5h9d3gHqkzPFcgtXJZv5M+YzesP9zTH3np7F8TjcDD5TuV2GV5KJljun3wAdL9xdhXdOUKf6smhi589NbeX3np79Mx99UGT//aWvL44hJ27O25/HENSXtecr/8M73G1ZP0X2lxvrF0ravYmX3YGWJjwIHgL8ALWWO52mgA9heuj1W7s/oDftO+YlljJ+TYJVQdwM7gffMgJgWAy+UTjrbgRunOJ6HgHYgh/WN7G7gY8DHhn1G3yvFu3M6/t3K/PlPa1seY0zansf2OWl7nsL2rDMzKqWUUmpE2kdBKaWUUiPSREEppZRSI9JEQSmllFIj0kRBKaWUUiPSREEppZRSI9JEQSmllFIj0kRBKaWUUiPSREFNGxFpEpG0iGwftq0gIttLa8jvEJF7S/PJT+T4YRH5xBte7z+szS4i3tJrDolIOadUVeq8pe354qGJgppuB40xK4c9ThtjVhpjlgA3ALcAX5rgscPAJ862kzEmXYphSpd9VeoioO35IqCJgjqnROROEXlJRF4WkQ3j+V1jrSH/UeCTYnm/iPyl9G3hhyJiL71Gk4i8KiIPisgeEfmFiPiArwNzS/t/o3RYu4j8a+kbzpMi4j2nb1ipC5i2ZwWaKKhzSESCwH8H1hpjlgO3jvcYxphDgB24BrgDuLL0baEA/NWwXRcC3zfGLALiWN887qP0DccY87nSfvOB75W+4fQDt0/ozSl1kdH2rE7TREGdSwXAC/yTiKwyk1sL/jrgMmBz6RroOqBl2PPHjDEvlO7/G3DVCMdpM8acvob6Etbqakqps9P2rABrqUylzgljzKCILAX+E3C/iPzIGPP98RxDRFqwTlC9WMvGfmGklzvL49Oyw+6fPvEppc5C27M6TSsK6pwRkfnGmJQx5ufAb7GW7R3P71cDPwC+CzwDvEtEYqXnIiLSOGz3OSKytnT/fcAGIAEEJ/k2lFJoe1av0YqCOpe+WGrsKeAV4CNj+B1vqRTpBPLAT4FvGWOKIvK3wJOl4VU54B7gSOn39gL3iMiPsdag/5fSN6AXSkOofo+19rpSamK0PSsAxJiRKjxKnVsi0gT81hizdIYc5zCwyhjTPZnjKHUx0vZ88dBLD2o6FYDQ8AlayuH0BC1Y33qK5YxFqfOYtueLhFYUlFJKKTUirSgopZRSakSaKCillFJqRJooKKWUUmpEmigopZRSakSaKCillFJqRJooKKWUUmpEmigopZRSakSaKCillFJqRP8fsjWUkUPhgJEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x144 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x144 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 576x144 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x144 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x144 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x144 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x144 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Trajectories in the depth domain\n",
    "plot_2D_depth_trajectory(s_span, trajectory[:,:,:2], yn[::10], len(X)//10)\n",
    "plot_2D_depth_trajectory(s_span, trajectory[:,:,2:4], yn[::10], len(X)//10)\n",
    "plot_2D_depth_trajectory(s_span, trajectory[:,:,4:6], yn[::10], len(X)//10)\n",
    "plot_2D_depth_trajectory(s_span, trajectory[:,:,6:8], yn[::10], len(X)//10)\n",
    "plot_2D_depth_trajectory(s_span, trajectory[:,:,8:10], yn[::10], len(X)//10)\n",
    "plot_2D_depth_trajectory(s_span, trajectory[:,:,10:12], yn[::10], len(X)//10)\n",
    "plot_2D_depth_trajectory(s_span, trajectory[:,:,12:14], yn[::10], len(X)//10)\n",
    "plot_2D_depth_trajectory(s_span, trajectory[:,:,14:16], yn[::10], len(X)//10)\n",
    "plot_2D_depth_trajectory(s_span, trajectory[:,:,16:18], yn[::10], len(X)//10)\n",
    "plot_2D_depth_trajectory(s_span, trajectory[:,:,18:20], yn[::10], len(X)//10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 216x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Trajectories in the state-space\n",
    "plot_2D_state_space(trajectory[:,:,-2:], yn[::10], len(X)//10)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  },
  "latex_envs": {
   "LaTeX_envs_menu_present": true,
   "autoclose": false,
   "autocomplete": true,
   "bibliofile": "biblio.bib",
   "cite_by": "apalike",
   "current_citInitial": 1,
   "eqLabelWithNumbers": true,
   "eqNumInitial": 1,
   "hotkeys": {
    "equation": "Ctrl-E",
    "itemize": "Ctrl-I"
   },
   "labels_anchors": false,
   "latex_user_defs": false,
   "report_style_numbering": false,
   "user_envs_cfg": false
  },
  "varInspector": {
   "cols": {
    "lenName": 16,
    "lenType": 16,
    "lenVar": 40
   },
   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
   "types_to_exclude": [
    "module",
    "function",
    "builtin_function_or_method",
    "instance",
    "_Feature"
   ],
   "window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
